For execution on a local, multicore CPU with excess RAM we recommend calling
options(mc.cores = parallel::detectCores()).
To avoid recompilation of unchanged Stan programs, we recommend calling
rstan_options(auto_write = TRUE)
For within-chain threading using `reduce_sum()` or `map_rect()` Stan functions,
change `threads_per_chain` option:
rstan_options(threads_per_chain = 1)
Loading required package: gdata
Attaching package: 'gdata'
The following object is masked from 'package:stats':
nobs
The following object is masked from 'package:utils':
object.size
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startsWith
Loading required package: bayesplot
This is bayesplot version 1.11.1
- Online documentation and vignettes at mc-stan.org/bayesplot
- bayesplot theme set to bayesplot::theme_default()
* Does _not_ affect other ggplot2 plots
* See ?bayesplot_theme_set for details on theme setting
Loading required package: stringr
Loading required package: dplyr
Attaching package: 'dplyr'
The following objects are masked from 'package:gdata':
combine, first, last, starts_with
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filter, lag
The following objects are masked from 'package:base':
intersect, setdiff, setequal, union
Loading required package: ggplot2
Loading required package: loo
This is loo version 2.7.0
- Online documentation and vignettes at mc-stan.org/loo
- As of v2.0.0 loo defaults to 1 core but we recommend using as many as possible. Use the 'cores' argument or set options(mc.cores = NUM_CORES) for an entire session.
Attaching package: 'loo'
The following object is masked from 'package:rstan':
loo
Loading required package: hBayesDM
Loading required package: Rcpp
This is hBayesDM version 1.2.1
Attaching package: 'hBayesDM'
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Loading required package: tidyr
Attaching package: 'tidyr'
The following object is masked from 'package:gdata':
starts_with
The following object is masked from 'package:rstan':
extract
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Code
print(loo_main)
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1577.6 40.9
p_loo 134.2 12.7
looic 3155.3 81.8
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 4935 86.6% 228
(0.7, 1] (bad) 425 7.5% <NA>
(1, Inf) (very bad) 339 5.9% <NA>
See help('pareto-k-diagnostic') for details.
Code
plot(loo_main)
Warning in plot.psis_loo(loo_main): 2.3% of Pareto k estimates are Inf/NA/NaN
and not plotted.
Code
if (any(pareto_k_values(loo_main) >0.7)) { loo_main_clean <-loo(log_likelihood_main, k_threshold =0.7)print(loo_main_clean)plot(loo_main_clean)}
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1577.6 40.9
p_loo 134.2 12.7
looic 3155.3 81.8
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 4935 86.6% 228
(0.7, 1] (bad) 425 7.5% <NA>
(1, Inf) (very bad) 339 5.9% <NA>
See help('pareto-k-diagnostic') for details.
Warning in plot.psis_loo(loo_main_clean): 2.3% of Pareto k estimates are
Inf/NA/NaN and not plotted.
Code
loo_main_DU <-loo(log_likelihood_main_DU)
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Code
print(loo_main_DU)
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1595.5 42.2
p_loo 122.9 13.2
looic 3191.0 84.4
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 4847 85.1% 899
(0.7, 1] (bad) 340 6.0% <NA>
(1, Inf) (very bad) 512 9.0% <NA>
See help('pareto-k-diagnostic') for details.
Code
plot(loo_main_DU)
Warning in plot.psis_loo(loo_main_DU): 2% of Pareto k estimates are Inf/NA/NaN
and not plotted.
Code
if (any(pareto_k_values(loo_main_DU) >0.7)) { loo_main_DU_clean <-loo(log_likelihood_main_DU, k_threshold =0.7)print(loo_main_DU_clean)plot(loo_main_DU_clean)}
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1595.5 42.2
p_loo 122.9 13.2
looic 3191.0 84.4
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 4847 85.1% 899
(0.7, 1] (bad) 340 6.0% <NA>
(1, Inf) (very bad) 512 9.0% <NA>
See help('pareto-k-diagnostic') for details.
Warning in plot.psis_loo(loo_main_DU_clean): 2% of Pareto k estimates are
Inf/NA/NaN and not plotted.
Code
loo_PH_withC <-loo(log_likelihood_PH_withC)
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Code
print(loo_PH_withC)
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1455.7 39.9
p_loo 168.7 14.8
looic 2911.5 79.9
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 5503 96.6% 669
(0.7, 1] (bad) 64 1.1% <NA>
(1, Inf) (very bad) 132 2.3% <NA>
See help('pareto-k-diagnostic') for details.
Code
plot(loo_PH_withC)
Warning in plot.psis_loo(loo_PH_withC): 2% of Pareto k estimates are Inf/NA/NaN
and not plotted.
Code
if (any(pareto_k_values(loo_PH_withC) >0.7)) { loo_PH_withC_clean <-loo(log_likelihood_PH_withC, k_threshold =0.7)print(loo_PH_withC_clean)plot(loo_PH_withC_clean)}
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1455.7 39.9
p_loo 168.7 14.8
looic 2911.5 79.9
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 5503 96.6% 669
(0.7, 1] (bad) 64 1.1% <NA>
(1, Inf) (very bad) 132 2.3% <NA>
See help('pareto-k-diagnostic') for details.
Warning in plot.psis_loo(loo_PH_withC_clean): 2% of Pareto k estimates are
Inf/NA/NaN and not plotted.
Code
loo_PH_withC_DU <-loo(log_likelihood_PH_withC_DU)
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Code
print(loo_PH_withC_DU)
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1457.4 38.8
p_loo 152.0 10.9
looic 2914.8 77.5
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 5513 96.7% 559
(0.7, 1] (bad) 55 1.0% <NA>
(1, Inf) (very bad) 131 2.3% <NA>
See help('pareto-k-diagnostic') for details.
Code
plot(loo_PH_withC_DU)
Warning in plot.psis_loo(loo_PH_withC_DU): 2% of Pareto k estimates are
Inf/NA/NaN and not plotted.
Code
if (any(pareto_k_values(loo_PH_withC_DU) >0.7)) { loo_PH_withC_DU_clean <-loo(log_likelihood_PH_withC_DU, k_threshold =0.7)print(loo_PH_withC_DU_clean)plot(loo_PH_withC_DU_clean)}
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1457.4 38.8
p_loo 152.0 10.9
looic 2914.8 77.5
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 5513 96.7% 559
(0.7, 1] (bad) 55 1.0% <NA>
(1, Inf) (very bad) 131 2.3% <NA>
See help('pareto-k-diagnostic') for details.
Warning in plot.psis_loo(loo_PH_withC_DU_clean): 2% of Pareto k estimates are
Inf/NA/NaN and not plotted.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Code
print(loo_PH_withC_hierarchical_group)
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1508.7 41.1
p_loo 117.5 9.3
looic 3017.5 82.2
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 5532 97.1% 946
(0.7, 1] (bad) 41 0.7% <NA>
(1, Inf) (very bad) 126 2.2% <NA>
See help('pareto-k-diagnostic') for details.
Code
plot(loo_PH_withC)
Warning in plot.psis_loo(loo_PH_withC): 2% of Pareto k estimates are Inf/NA/NaN
and not plotted.
Code
if (any(pareto_k_values(loo_PH_withC_hierarchical_group) >0.7)) { loo_PH_withC_hierarchical_group_clean <-loo(log_likelihood_PH_withC_hierarchical_group, k_threshold =0.7)print(loo_PH_withC_hierarchical_group_clean)plot(loo_PH_withC_clean)}
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Can't fit generalized Pareto distribution because all tail values are
the same.
Warning: Some Pareto k diagnostic values are too high. See help('pareto-k-diagnostic') for details.
Computed from 36000 by 5699 log-likelihood matrix.
Estimate SE
elpd_loo -1508.7 41.1
p_loo 117.5 9.3
looic 3017.5 82.2
------
MCSE of elpd_loo is NA.
MCSE and ESS estimates assume independent draws (r_eff=1).
Pareto k diagnostic values:
Count Pct. Min. ESS
(-Inf, 0.7] (good) 5532 97.1% 946
(0.7, 1] (bad) 41 0.7% <NA>
(1, Inf) (very bad) 126 2.2% <NA>
See help('pareto-k-diagnostic') for details.
Warning in plot.psis_loo(loo_PH_withC_clean): 2% of Pareto k estimates are
Inf/NA/NaN and not plotted.
